Reporte datos de Fraude

Dataset statistics

Number of variables	21
Number of observations	16880
Missing cells	16061
Missing cells (%)	4.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.7 MiB
Average record size in memory	168.0 B

Variable types

Numeric	18
Categorical	3

Warnings

`B` is highly correlated with `K`	High correlation
`E` is highly correlated with `I`	High correlation
`I` is highly correlated with `E`	High correlation
`K` is highly correlated with `B`	High correlation
`B` is highly correlated with `K`	High correlation
`D` is highly correlated with `G` and 1 other fields	High correlation
`E` is highly correlated with `F` and 1 other fields	High correlation
`F` is highly correlated with `E`	High correlation
`G` is highly correlated with `D`	High correlation
`H` is highly correlated with `D`	High correlation
`I` is highly correlated with `E`	High correlation
`K` is highly correlated with `B` and 1 other fields	High correlation
`S` is highly correlated with `K`	High correlation
`B` is highly correlated with `K`	High correlation
`D` is highly correlated with `G` and 1 other fields	High correlation
`E` is highly correlated with `F` and 1 other fields	High correlation
`F` is highly correlated with `E`	High correlation
`G` is highly correlated with `D`	High correlation
`H` is highly correlated with `D`	High correlation
`I` is highly correlated with `E`	High correlation
`K` is highly correlated with `B`	High correlation
`K` is highly correlated with `S` and 1 other fields	High correlation
`S` is highly correlated with `K`	High correlation
`I` is highly correlated with `E`	High correlation
`R` is highly correlated with `N`	High correlation
`H` is highly correlated with `D`	High correlation
`L` is highly correlated with `N`	High correlation
`N` is highly correlated with `R` and 1 other fields	High correlation
`B` is highly correlated with `K`	High correlation
`D` is highly correlated with `H`	High correlation
`E` is highly correlated with `I`	High correlation
`C` has 3197 (18.9%) missing values	Missing
`K` has 12864 (76.2%) missing values	Missing
`D` is highly skewed (γ1 = 49.39219407)	Skewed
`R` is highly skewed (γ1 = 32.00153225)	Skewed
`A` has 14234 (84.3%) zeros	Zeros
`D` has 15935 (94.4%) zeros	Zeros
`E` has 14257 (84.5%) zeros	Zeros
`F` has 14925 (88.4%) zeros	Zeros
`G` has 16425 (97.3%) zeros	Zeros
`H` has 16597 (98.3%) zeros	Zeros
`I` has 15998 (94.8%) zeros	Zeros
`L` has 10847 (64.3%) zeros	Zeros
`Q` has 16223 (96.1%) zeros	Zeros
`R` has 16748 (99.2%) zeros	Zeros

Reproduction

Analysis started	2021-06-29 20:05:52.131395
Analysis finished	2021-06-29 20:06:33.237922
Duration	41.11 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

A
Real number (ℝ_≥0)

ZEROS

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3092417062

Minimum	0
Maximum	30
Zeros	14234
Zeros (%)	84.3%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	30
Range	30
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.094063994
Coefficient of variation (CV)	3.537892762
Kurtosis	151.9499537
Mean	0.3092417062
Median Absolute Deviation (MAD)	0
Skewness	9.258850455
Sum	5220
Variance	1.196976023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	14234	84.3%
1	1554	9.2%
2	564	3.3%
3	233	1.4%
4	125	0.7%
5	51	0.3%
6	43	0.3%
7	21	0.1%
8	18	0.1%
10	6	< 0.1%
Other values (11)	31	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14234	84.3%
1	1554	9.2%
2	564	3.3%
3	233	1.4%
4	125	0.7%
5	51	0.3%
6	43	0.3%
7	21	0.1%
8	18	0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
30	1	< 0.1%
27	3	< 0.1%
20	3	< 0.1%
19	1	< 0.1%
17	2	< 0.1%
15	1	< 0.1%
14	5	< 0.1%
13	4	< 0.1%
12	3	< 0.1%
11	3	< 0.1%

B
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.645379147

Minimum	-1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	125
Negative (%)	0.7%
Memory size	132.0 KiB

Quantile statistics

Minimum	-1
5-th percentile	1
Q1	4
median	7
Q3	11
95-th percentile	16
Maximum	20
Range	21
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.68649367
Coefficient of variation (CV)	0.6129838141
Kurtosis	-0.7221092532
Mean	7.645379147
Median Absolute Deviation (MAD)	4
Skewness	0.3718930065
Sum	129054
Variance	21.96322291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1	1342	8.0%
3	1261	7.5%
2	1241	7.4%
4	1230	7.3%
7	1212	7.2%
5	1193	7.1%
6	1170	6.9%
8	1154	6.8%
9	1139	6.7%
10	1089	6.5%
Other values (11)	4849	28.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	125	0.7%
1	1342	8.0%
2	1241	7.4%
3	1261	7.5%
4	1230	7.3%
5	1193	7.1%
6	1170	6.9%
7	1212	7.2%
8	1154	6.8%
9	1139	6.7%

Value	Count	Frequency (%)
20	49	0.3%
19	112	0.7%
18	194	1.1%
17	254	1.5%
16	489	2.9%
15	503	3.0%
14	613	3.6%
13	726	4.3%
12	879	5.2%
11	905	5.4%

C
Real number (ℝ_≥0)

MISSING

Distinct	9782
Distinct (%)	71.5%
Missing	3197
Missing (%)	18.9%
Infinite	0
Infinite (%)	0.0%
Mean	39235.33998

Minimum	0
Maximum	617324
Zeros	143
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	34
Q1	1172
median	6173
Q3	26888.5
95-th percentile	324839
Maximum	617324
Range	617324
Interquartile range (IQR)	25716.5

Descriptive statistics

Standard deviation	91045.25288
Coefficient of variation (CV)	2.320490989
Kurtosis	12.21021267
Mean	39235.33998
Median Absolute Deviation (MAD)	6001
Skewness	3.502602667
Sum	536857157
Variance	8289238072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	143	0.8%
4	37	0.2%
2	35	0.2%
6	32	0.2%
3	29	0.2%
8	26	0.2%
18	25	0.1%
9	24	0.1%
10	23	0.1%
14	19	0.1%
Other values (9772)	13290	78.7%
(Missing)	3197	18.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	143	0.8%
1	4	< 0.1%
2	35	0.2%
3	29	0.2%
4	37	0.2%
5	11	0.1%
6	32	0.2%
7	8	< 0.1%
8	26	0.2%
9	24	0.1%

Value	Count	Frequency (%)
617324	1	< 0.1%
613327	1	< 0.1%
591849	1	< 0.1%
589634	1	< 0.1%
571062	1	< 0.1%
570779	1	< 0.1%
570079	1	< 0.1%
569482	1	< 0.1%
569371	1	< 0.1%
565985	1	< 0.1%

D
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	31
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1986966825

Minimum	0
Maximum	180
Zeros	15935
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	180
Range	180
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.042959025
Coefficient of variation (CV)	10.28179736
Kurtosis	3790.144004
Mean	0.1986966825
Median Absolute Deviation (MAD)	0
Skewness	49.39219407
Sum	3354
Variance	4.173681576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	15935	94.4%
1	415	2.5%
2	176	1.0%
3	115	0.7%
4	97	0.6%
6	32	0.2%
8	22	0.1%
5	16	0.1%
7	13	0.1%
12	13	0.1%
Other values (21)	46	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15935	94.4%
1	415	2.5%
2	176	1.0%
3	115	0.7%
4	97	0.6%
5	16	0.1%
6	32	0.2%
7	13	0.1%
8	22	0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
180	1	< 0.1%
80	1	< 0.1%
60	1	< 0.1%
42	1	< 0.1%
40	2	< 0.1%
36	1	< 0.1%
33	1	< 0.1%
30	1	< 0.1%
27	1	< 0.1%
24	3	< 0.1%

E
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	23
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4337085308

Minimum	0
Maximum	45
Zeros	14257
Zeros (%)	84.5%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	45
Range	45
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.53729665
Coefficient of variation (CV)	3.54453865
Kurtosis	109.7704487
Mean	0.4337085308
Median Absolute Deviation (MAD)	0
Skewness	7.758762443
Sum	7321
Variance	2.363280991
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	14257	84.5%
1	1163	6.9%
2	466	2.8%
3	325	1.9%
4	300	1.8%
6	99	0.6%
8	80	0.5%
5	69	0.4%
10	22	0.1%
12	22	0.1%
Other values (13)	77	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14257	84.5%
1	1163	6.9%
2	466	2.8%
3	325	1.9%
4	300	1.8%
5	69	0.4%
6	99	0.6%
7	21	0.1%
8	80	0.5%
9	21	0.1%

Value	Count	Frequency (%)
45	1	< 0.1%
35	1	< 0.1%
30	1	< 0.1%
27	1	< 0.1%
25	1	< 0.1%
24	3	< 0.1%
18	7	< 0.1%
16	7	< 0.1%
15	4	< 0.1%
14	7	< 0.1%

F
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	153
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01587849526

Minimum	0
Maximum	1
Zeros	14925
Zeros (%)	88.4%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.038
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.09873035094
Coefficient of variation (CV)	6.217865693
Kurtosis	77.51231699
Mean	0.01587849526
Median Absolute Deviation (MAD)	0
Skewness	8.524194942
Sum	268.029
Variance	0.009747682196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14925	88.4%
1	130	0.8%
0.002	96	0.6%
0.003	86	0.5%
0.004	72	0.4%
0.006	66	0.4%
0.005	62	0.4%
0.001	52	0.3%
0.25	46	0.3%
0.01	46	0.3%
Other values (143)	1299	7.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14925	88.4%
0.001	52	0.3%
0.002	96	0.6%
0.003	86	0.5%
0.004	72	0.4%
0.005	62	0.4%
0.006	66	0.4%
0.007	46	0.3%
0.008	44	0.3%
0.009	27	0.2%

Value	Count	Frequency (%)
1	130	0.8%
0.667	19	0.1%
0.5	41	0.2%
0.458	1	< 0.1%
0.429	3	< 0.1%
0.417	18	0.1%
0.375	7	< 0.1%
0.35	3	< 0.1%
0.333	43	0.3%
0.306	1	< 0.1%

G
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	106
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.005200296209

Minimum	0
Maximum	1
Zeros	16425
Zeros (%)	97.3%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.05941924428
Coefficient of variation (CV)	11.42612688
Kurtosis	235.4130992
Mean	0.005200296209
Median Absolute Deviation (MAD)	0
Skewness	14.86459402
Sum	87.781
Variance	0.00353064659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16425	97.3%
1	49	0.3%
0.25	25	0.1%
0.003	16	0.1%
0.022	12	0.1%
0.013	12	0.1%
0.001	12	0.1%
0.002	11	0.1%
0.5	11	0.1%
0.009	11	0.1%
Other values (96)	296	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16425	97.3%
0.001	12	0.1%
0.002	11	0.1%
0.003	16	0.1%
0.004	7	< 0.1%
0.005	8	< 0.1%
0.006	10	0.1%
0.007	6	< 0.1%
0.008	6	< 0.1%
0.009	11	0.1%

Value	Count	Frequency (%)
1	49	0.3%
0.667	5	< 0.1%
0.611	1	< 0.1%
0.5	11	0.1%
0.417	4	< 0.1%
0.394	1	< 0.1%
0.333	8	< 0.1%
0.307	2	< 0.1%
0.28	1	< 0.1%
0.278	1	< 0.1%

H
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05029620853

Minimum	0
Maximum	21
Zeros	16597
Zeros (%)	98.3%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.531060179
Coefficient of variation (CV)	10.55865232
Kurtosis	452.5079917
Mean	0.05029620853
Median Absolute Deviation (MAD)	0
Skewness	18.06245947
Sum	849
Variance	0.2820249137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	16597	98.3%
1	100	0.6%
2	59	0.3%
3	43	0.3%
4	41	0.2%
6	14	0.1%
8	9	0.1%
5	4	< 0.1%
12	4	< 0.1%
7	3	< 0.1%
Other values (4)	6	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16597	98.3%
1	100	0.6%
2	59	0.3%
3	43	0.3%
4	41	0.2%
5	4	< 0.1%
6	14	0.1%
7	3	< 0.1%
8	9	0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
18	1	< 0.1%
15	3	< 0.1%
12	4	< 0.1%
9	1	< 0.1%
8	9	0.1%
7	3	< 0.1%
6	14	0.1%
5	4	< 0.1%
4	41	0.2%

I
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1440758294

Minimum	0
Maximum	24
Zeros	15998
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8247607657
Coefficient of variation (CV)	5.724490841
Kurtosis	128.3258611
Mean	0.1440758294
Median Absolute Deviation (MAD)	0
Skewness	9.356207256
Sum	2432
Variance	0.6802303207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	15998	94.8%
1	360	2.1%
2	150	0.9%
3	140	0.8%
4	111	0.7%
6	42	0.2%
5	23	0.1%
8	18	0.1%
7	11	0.1%
10	9	0.1%
Other values (7)	18	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15998	94.8%
1	360	2.1%
2	150	0.9%
3	140	0.8%
4	111	0.7%
5	23	0.1%
6	42	0.2%
7	11	0.1%
8	18	0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
24	1	< 0.1%
16	2	< 0.1%
15	1	< 0.1%
14	2	< 0.1%
12	7	< 0.1%
11	1	< 0.1%
10	9	0.1%
9	4	< 0.1%
8	18	0.1%
7	11	0.1%

J
Categorical

Distinct	19
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.0 KiB

AR	9329
BR	4428
MX	2366
ES	314
US	230
Other values (14)	213

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	33760
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	0.1%

Sample

1st row	UY
2nd row	UY
3rd row	UY
4th row	UY
5th row	UY

Common Values

Value	Count	Frequency (%)
AR	9329	55.3%
BR	4428	26.2%
MX	2366	14.0%
ES	314	1.9%
US	230	1.4%
UY	180	1.1%
CA	12	0.1%
GB	8	< 0.1%
FR	2	< 0.1%
GT	2	< 0.1%
Other values (9)	9	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ar	9329	55.3%
br	4428	26.2%
mx	2366	14.0%
es	314	1.9%
us	230	1.4%
uy	180	1.1%
ca	12	0.1%
gb	8	< 0.1%
fr	2	< 0.1%
gt	2	< 0.1%
Other values (9)	9	0.1%

Most occurring characters

Value	Count	Frequency (%)
R	13761	40.8%
A	9343	27.7%
B	4436	13.1%
M	2366	7.0%
X	2366	7.0%
S	544	1.6%
U	412	1.2%
E	314	0.9%
Y	180	0.5%
C	15	< 0.1%
Other values (9)	23	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	33760	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	13761	40.8%
A	9343	27.7%
B	4436	13.1%
M	2366	7.0%
X	2366	7.0%
S	544	1.6%
U	412	1.2%
E	314	0.9%
Y	180	0.5%
C	15	< 0.1%
Other values (9)	23	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	33760	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	13761	40.8%
A	9343	27.7%
B	4436	13.1%
M	2366	7.0%
X	2366	7.0%
S	544	1.6%
U	412	1.2%
E	314	0.9%
Y	180	0.5%
C	15	< 0.1%
Other values (9)	23	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33760	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	13761	40.8%
A	9343	27.7%
B	4436	13.1%
M	2366	7.0%
X	2366	7.0%
S	544	1.6%
U	412	1.2%
E	314	0.9%
Y	180	0.5%
C	15	< 0.1%
Other values (9)	23	0.1%

K
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	86
Distinct (%)	2.1%
Missing	12864
Missing (%)	76.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.6820991036

Minimum	0.12
Maximum	0.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0.12
5-th percentile	0.43
Q1	0.58
median	0.68
Q3	0.8
95-th percentile	0.93
Maximum	0.99
Range	0.87
Interquartile range (IQR)	0.22

Descriptive statistics

Standard deviation	0.1532638716
Coefficient of variation (CV)	0.2246944334
Kurtosis	-0.2041829345
Mean	0.6820991036
Median Absolute Deviation (MAD)	0.11
Skewness	-0.2434129735
Sum	2739.31
Variance	0.02348981434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.67	113	0.7%
0.58	113	0.7%
0.62	111	0.7%
0.74	106	0.6%
0.71	106	0.6%
0.56	100	0.6%
0.73	96	0.6%
0.6	95	0.6%
0.63	93	0.6%
0.75	91	0.5%
Other values (76)	2992	17.7%
(Missing)	12864	76.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.12	1	< 0.1%
0.14	2	< 0.1%
0.15	1	< 0.1%
0.17	1	< 0.1%
0.18	2	< 0.1%
0.19	3	< 0.1%
0.2	3	< 0.1%
0.21	2	< 0.1%
0.22	2	< 0.1%
0.23	2	< 0.1%

Value	Count	Frequency (%)
0.99	6	< 0.1%
0.98	33	0.2%
0.97	20	0.1%
0.96	43	0.3%
0.95	37	0.2%
0.94	37	0.2%
0.93	42	0.2%
0.92	51	0.3%
0.91	37	0.2%
0.9	42	0.2%

L
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4323459716

Minimum	0
Maximum	7
Zeros	10847
Zeros (%)	64.3%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6638597023
Coefficient of variation (CV)	1.535482567
Kurtosis	5.635365176
Mean	0.4323459716
Median Absolute Deviation (MAD)	0
Skewness	1.876080003
Sum	7298
Variance	0.4407097043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	10847	64.3%
1	5058	30.0%
2	748	4.4%
3	186	1.1%
4	26	0.2%
5	9	0.1%
6	5	< 0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10847	64.3%
1	5058	30.0%
2	748	4.4%
3	186	1.1%
4	26	0.2%
5	9	0.1%
6	5	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
6	5	< 0.1%
5	9	0.1%
4	26	0.2%
3	186	1.1%
2	748	4.4%
1	5058	30.0%
0	10847	64.3%

M
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.544135071

Minimum	1
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	13
Range	12
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.022384672
Coefficient of variation (CV)	0.6621083162
Kurtosis	12.79569976
Mean	1.544135071
Median Absolute Deviation (MAD)	0
Skewness	2.972555044
Sum	26065
Variance	1.045270417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	11344	67.2%
2	3448	20.4%
3	1308	7.7%
4	386	2.3%
5	202	1.2%
6	90	0.5%
7	52	0.3%
8	20	0.1%
9	20	0.1%
10	9	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	11344	67.2%
2	3448	20.4%
3	1308	7.7%
4	386	2.3%
5	202	1.2%
6	90	0.5%
7	52	0.3%
8	20	0.1%
9	20	0.1%
10	9	0.1%

Value	Count	Frequency (%)
13	1	< 0.1%
10	9	0.1%
9	20	0.1%
8	20	0.1%
7	52	0.3%
6	90	0.5%
5	202	1.2%
4	386	2.3%
3	1308	7.7%
2	3448	20.4%

N
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.091765403

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	10
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4080805492
Coefficient of variation (CV)	0.3737804368
Kurtosis	70.83407697
Mean	1.091765403
Median Absolute Deviation (MAD)	0
Skewness	6.842797754
Sum	18429
Variance	0.1665297346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	15767	93.4%
2	826	4.9%
3	201	1.2%
4	51	0.3%
5	22	0.1%
6	5	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	15767	93.4%
2	826	4.9%
3	201	1.2%
4	51	0.3%
5	22	0.1%
6	5	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
9	1	< 0.1%
8	2	< 0.1%
7	4	< 0.1%
6	5	< 0.1%
5	22	0.1%
4	51	0.3%
3	201	1.2%
2	826	4.9%
1	15767	93.4%

O
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.0 KiB

0	16750
1	108
2	15
3	7

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	16880
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	16750	99.2%
1	108	0.6%
2	15	0.1%
3	7	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	16750	99.2%
1	108	0.6%
2	15	0.1%
3	7	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	16750	99.2%
1	108	0.6%
2	15	0.1%
3	7	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	16880	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	16750	99.2%
1	108	0.6%
2	15	0.1%
3	7	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	16880	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	16750	99.2%
1	108	0.6%
2	15	0.1%
3	7	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16880	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	16750	99.2%
1	108	0.6%
2	15	0.1%
3	7	< 0.1%

P
Real number (ℝ_≥0)

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.630864929

Minimum	1
Maximum	41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	41
Range	40
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.088285962
Coefficient of variation (CV)	0.667306006
Kurtosis	108.2574792
Mean	1.630864929
Median Absolute Deviation (MAD)	0
Skewness	4.776851493
Sum	27529
Variance	1.184366335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	10787	63.9%
2	3383	20.0%
3	1464	8.7%
4	814	4.8%
5	376	2.2%
6	30	0.2%
7	8	< 0.1%
8	8	< 0.1%
13	4	< 0.1%
10	2	< 0.1%
Other values (4)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	10787	63.9%
2	3383	20.0%
3	1464	8.7%
4	814	4.8%
5	376	2.2%
6	30	0.2%
7	8	< 0.1%
8	8	< 0.1%
9	1	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
41	1	< 0.1%
15	1	< 0.1%
13	4	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
9	1	< 0.1%
8	8	< 0.1%
7	8	< 0.1%
6	30	0.2%
5	376	2.2%

Q
Real number (ℝ_≥0)

ZEROS

Distinct	605
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.445393957

Minimum	0
Maximum	2274.67
Zeros	16223
Zeros (%)	96.1%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2274.67
Range	2274.67
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	74.36772853
Coefficient of variation (CV)	8.805714559
Kurtosis	356.8723368
Mean	8.445393957
Median Absolute Deviation (MAD)	0
Skewness	16.49927377
Sum	142558.25
Variance	5530.559047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16223	96.1%
542.76	5	< 0.1%
159.03	4	< 0.1%
1912.02	3	< 0.1%
30.69	3	< 0.1%
31.75	2	< 0.1%
505.8	2	< 0.1%
437.17	2	< 0.1%
50	2	< 0.1%
30.31	2	< 0.1%
Other values (595)	632	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16223	96.1%
1.59	2	< 0.1%
3.72	1	< 0.1%
5.3	1	< 0.1%
6.36	1	< 0.1%
7.84	1	< 0.1%
7.91	1	< 0.1%
10.01	1	< 0.1%
10.55	1	< 0.1%
10.62	1	< 0.1%

Value	Count	Frequency (%)
2274.67	1	< 0.1%
2263.43	1	< 0.1%
2082.04	1	< 0.1%
1912.02	3	< 0.1%
1884.88	1	< 0.1%
1857.74	1	< 0.1%
1697.93	1	< 0.1%
1538.74	1	< 0.1%
1379.55	1	< 0.1%
1345.08	1	< 0.1%

R
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	109
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.994921209

Minimum	0
Maximum	2025.72
Zeros	16748
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2025.72
Range	2025.72
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	38.22248507
Coefficient of variation (CV)	19.15989709
Kurtosis	1299.178947
Mean	1.994921209
Median Absolute Deviation (MAD)	0
Skewness	32.00153225
Sum	33674.27
Variance	1460.958365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16748	99.2%
52.16	5	< 0.1%
559.21	4	< 0.1%
194.81	3	< 0.1%
13.78	2	< 0.1%
39.78	2	< 0.1%
687.53	2	< 0.1%
2025.72	2	< 0.1%
294.72	2	< 0.1%
30.76	2	< 0.1%
Other values (99)	108	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16748	99.2%
13.78	2	< 0.1%
14.19	1	< 0.1%
15.08	1	< 0.1%
17.92	1	< 0.1%
18.02	1	< 0.1%
19.01	1	< 0.1%
21.15	1	< 0.1%
21.25	1	< 0.1%
22.16	1	< 0.1%

Value	Count	Frequency (%)
2025.72	2	< 0.1%
1431.18	1	< 0.1%
1112.43	1	< 0.1%
1055.46	1	< 0.1%
1033.55	1	< 0.1%
984.44	1	< 0.1%
919.84	1	< 0.1%
912.46	2	< 0.1%
818.12	1	< 0.1%
766.84	1	< 0.1%

S
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION

Distinct	6467
Distinct (%)	38.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.12772038

Minimum	-1
Maximum	99.97
Zeros	0
Zeros (%)	0.0%
Negative	136
Negative (%)	0.8%
Memory size	132.0 KiB

Quantile statistics

Minimum	-1
5-th percentile	1.5
Q1	9.56
median	20.64
Q3	39.2125
95-th percentile	89.7705
Maximum	99.97
Range	100.97
Interquartile range (IQR)	29.6525

Descriptive statistics

Standard deviation	26.51054805
Coefficient of variation (CV)	0.9101483984
Kurtosis	0.489546419
Mean	29.12772038
Median Absolute Deviation (MAD)	13.13
Skewness	1.213007308
Sum	491675.92
Variance	702.809158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	136	0.8%
7.25	12	0.1%
3.88	12	0.1%
0.53	12	0.1%
6.51	11	0.1%
1.17	11	0.1%
11.61	11	0.1%
0.55	11	0.1%
15.47	10	0.1%
6.53	10	0.1%
Other values (6457)	16644	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	136	0.8%
0.07	1	< 0.1%
0.08	1	< 0.1%
0.09	2	< 0.1%
0.1	5	< 0.1%
0.11	2	< 0.1%
0.12	2	< 0.1%
0.13	4	< 0.1%
0.14	3	< 0.1%
0.15	1	< 0.1%

Value	Count	Frequency (%)
99.97	1	< 0.1%
99.92	1	< 0.1%
99.91	1	< 0.1%
99.82	1	< 0.1%
99.81	1	< 0.1%
99.77	1	< 0.1%
99.71	1	< 0.1%
99.69	1	< 0.1%
99.68	1	< 0.1%
99.64	1	< 0.1%

Monto
Real number (ℝ_≥0)

Distinct	9616
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	161.8370332

Minimum	0.05
Maximum	12538.44
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.0 KiB

Quantile statistics

Minimum	0.05
5-th percentile	14.59
Q1	33.8075
median	81.645
Q3	193.44
95-th percentile	531.9285
Maximum	12538.44
Range	12538.39
Interquartile range (IQR)	159.6325

Descriptive statistics

Standard deviation	275.4999614
Coefficient of variation (CV)	1.702329535
Kurtosis	331.6162788
Mean	161.8370332
Median Absolute Deviation (MAD)	55.795
Skewness	11.72324957
Sum	2731809.12
Variance	75900.22874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.45	49	0.3%
29.1	43	0.3%
31.75	42	0.2%
37.05	37	0.2%
29.16	33	0.2%
26.58	29	0.2%
158.98	29	0.2%
29.24	28	0.2%
21.15	27	0.2%
10.55	26	0.2%
Other values (9606)	16537	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05	1	< 0.1%
0.27	2	< 0.1%
0.37	1	< 0.1%
0.48	1	< 0.1%
0.53	4	< 0.1%
0.58	1	< 0.1%
0.64	1	< 0.1%
0.8	1	< 0.1%
0.91	1	< 0.1%
0.96	1	< 0.1%

Value	Count	Frequency (%)
12538.44	1	< 0.1%
7089.76	1	< 0.1%
5831.16	2	< 0.1%
5332.67	1	< 0.1%
5317.43	1	< 0.1%
5306.95	1	< 0.1%
4130.3	1	< 0.1%
3975.79	1	< 0.1%
3830.09	1	< 0.1%
3530.38	1	< 0.1%

Fraude
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.0 KiB

0	12269
1	4611

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	16880
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	12269	72.7%
1	4611	27.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	12269	72.7%
1	4611	27.3%

Most occurring characters

Value	Count	Frequency (%)
0	12269	72.7%
1	4611	27.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	16880	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12269	72.7%
1	4611	27.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	16880	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12269	72.7%
1	4611	27.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16880	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12269	72.7%
1	4611	27.3%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	A	B	C	E	I	J	K	L	M	N	O	P	S	Monto	Fraude
0	0	10	50257.00	0	0	UY	0.80	0	3	1	0	5	7.25	37.51	1
1	0	10	29014.00	0	0	UY	NaN	0	1	1	0	3	11.66	8.18	1
2	0	7	92.00	1	1	UY	NaN	0	3	1	0	2	86.97	13.96	1
3	9	16	50269.00	0	0	UY	0.91	0	3	1	0	5	2.51	93.67	1
4	0	8	8180.00	0	0	UY	NaN	0	1	1	0	1	25.96	135.40	1
5	1	12	1141.00	0	0	UY	0.47	0	1	1	0	1	31.64	31.21	1
6	10	18	4560.00	0	0	UY	0.67	0	3	1	0	5	2.55	26.99	1
7	0	10	38.00	0	0	UY	NaN	0	1	1	1	5	26.72	83.30	1
8	0	14	3790.00	0	0	UY	0.56	0	1	1	1	5	43.21	30.89	1
9	0	16	23210.00	0	0	UY	NaN	1	1	1	0	2	9.27	52.05	1

Last rows

	A	B	C	D	E	F	J	K	L	M	N	P	S	Monto	Fraude
16870	0	13	15153.00	0	0	0.00	BR	0.71	0	2	1	3	88.86	61.88	1
16871	2	15	19937.00	0	0	0.00	BR	NaN	0	2	1	1	65.25	345.96	1
16872	1	13	88579.00	7	0	0.00	BR	NaN	1	1	1	1	40.94	316.74	1
16873	1	1	89008.00	0	0	0.00	BR	NaN	0	1	1	1	30.14	521.58	1
16874	0	4	468467.00	0	0	0.00	BR	NaN	0	1	1	1	16.15	128.41	1
16875	0	3	63302.00	0	1	0.50	BR	NaN	1	1	1	1	85.73	132.17	1
16876	0	12	825.00	0	0	0.00	BR	NaN	1	1	1	5	12.50	26.34	1
16877	1	3	81067.00	0	0	0.00	BR	0.72	0	1	1	1	24.16	195.63	1
16878	0	9	398372.00	0	0	0.00	BR	NaN	0	2	1	1	29.00	36.97	1
16879	0	12	15128.00	0	3	0.00	BR	NaN	0	2	1	1	87.08	21.58	1

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows